TensorFlow for CNNs: Data Augmentation

Brought by: Coursera

Overview

This guided project course is part of the "Tensorflow for Convolutional Neural Networks" series, and this series presents material that builds on the second course of DeepLearning.AI TensorFlow Developer Professional Certificate, which will help learners reinforce their skills and build more projects with Tensorflow.

In this 2-hour long project-based course, you will learn In this project, you will learn practically how to build a data augmentation model which is a key topic in training visual recognition systems with real-world applications, and you will create your own data augmentation algorithm with TensorFlow and apply it to real data, and you will get a bonus deep learning exercise implemented with Tensorflow. By the end of this project, you will have learned the fundamentals of data augmentation and created a deep learning model with TensorFlow, and applied data augmentation using real images.

This class is for learners who want to learn how to work with convolutional neural networks and use Python for applying data augmentation to images with TensorFlow, and for learners who are currently taking a basic deep learning course or have already finished a deep learning course and are searching for a practical deep learning project with TensorFlow. Also, this project provides learners with further knowledge about creating and training convolutional neural networks and improves their skills in Tensorflow which helps them in fulfilling their career goals by adding this project to their portfolios.

Taught by

Mo Rebaie

TensorFlow for CNNs: Data Augmentation
Go to course

TensorFlow for CNNs: Data Augmentation

Brought by: Coursera

  • Coursera
  • Paid
  • English
  • Certificate Available
  • Certain days
  • All
  • N/A
8.1.2PHP Version189msRequest Duration2MBMemory UsageGET en/courses/{slug}Route
    • Booting (114ms)
    • Application (74.03ms)
    • 1 x Booting (60.56%)
      114.33ms
      1 x Application (39.21%)
      74.03ms
      14 templates were rendered
      • public.courses.show (resources/views/public/courses/show.blade.php)3bladefile
        Params
        0
        course
        1
        links
        2
        config
      • public.courses.partials.breadcrumbs (resources/views/public/courses/partials/breadcrumbs.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.courses.partials.heading (resources/views/public/courses/partials/heading.blade.php)7bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        classes
      • public.courses.partials.details (resources/views/public/courses/partials/details.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.courses.partials.breadcrumbs (resources/views/public/courses/partials/breadcrumbs.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.courses.partials.heading (resources/views/public/courses/partials/heading.blade.php)7bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        classes
      • public.layouts.main (resources/views/public/layouts/main.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.layouts.partials.meta (resources/views/public/layouts/partials/meta.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.layouts.partials.navbar (resources/views/public/layouts/partials/navbar.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.auth.profile.partials.links (resources/views/public/auth/profile/partials/links.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.auth.profile.partials.link (resources/views/public/auth/profile/partials/link.blade.php)8bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        route
        7
        title
      • public.auth.profile.partials.link (resources/views/public/auth/profile/partials/link.blade.php)8bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        route
        7
        title
      • public.auth.profile.partials.link (resources/views/public/auth/profile/partials/link.blade.php)8bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        route
        7
        title
      • public.layouts.partials.flash-session (resources/views/public/layouts/partials/flash-session.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      uri
      GET en/courses/{slug}
      middleware
      web, localize:en
      controller
      App\Http\Controllers\CourseController@show
      as
      en.courses.show
      namespace
      prefix
      /en
      where
      file
      app/Http/Controllers/CourseController.php:17-35
      7 statements were executed7.23ms
      • select * from `courses` where `slug_en` = 'tensorflow-for-cnns:-data-augmentation' limit 1
        5.37ms/app/Http/Controllers/CourseController.php:20corspedia
        Metadata
        Bindings
        • 0. tensorflow-for-cnns:-data-augmentation
        Backtrace
        • 17. /app/Http/Controllers/CourseController.php:20
        • 18. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 19. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 20. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • update `courses` set `visitors` = `visitors` + 1, `courses`.`updated_at` = '2025-04-12 17:05:27' where `id` = 3367
        1.05ms/app/Http/Controllers/CourseController.php:21corspedia
        Metadata
        Bindings
        • 0. 2025-04-12 17:05:27
        • 1. 3367
        Backtrace
        • 17. /app/Http/Controllers/CourseController.php:21
        • 18. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 19. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 20. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select `id`, `name_en`, `name_ar`, `topic_id`, `slug_en`, `slug_ar` from `subjects` where `subjects`.`id` in (43)
        180μs/app/Http/Controllers/CourseController.php:23corspedia
        Metadata
        Backtrace
        • 20. /app/Http/Controllers/CourseController.php:23
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 22. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 23. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 24. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select `id`, `name_en`, `name_ar`, `slug_en`, `slug_ar` from `topics` where `topics`.`id` in (1)
        130μs/app/Http/Controllers/CourseController.php:23corspedia
        Metadata
        Backtrace
        • 25. /app/Http/Controllers/CourseController.php:23
        • 26. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 27. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 28. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 29. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `institutions` where `institutions`.`id` in (106) and `institutions`.`deleted_at` is null
        160μs/app/Http/Controllers/CourseController.php:23corspedia
        Metadata
        Backtrace
        • 20. /app/Http/Controllers/CourseController.php:23
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 22. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 23. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 24. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `providers` where `providers`.`id` in (2) and `providers`.`deleted_at` is null
        150μs/app/Http/Controllers/CourseController.php:23corspedia
        Metadata
        Backtrace
        • 20. /app/Http/Controllers/CourseController.php:23
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 22. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 23. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 24. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `html_files` where `html_files`.`id` = 3358 limit 1
        190μs/app/Models/Course.php:84corspedia
        Metadata
        Bindings
        • 0. 3358
        Backtrace
        • 21. /app/Models/Course.php:84
        • 28. view::public.courses.show:29
        • 30. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:125
        • 31. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
        • 32. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:72
      App\Models\HtmlFile
      1
      App\Models\Provider
      1
      App\Models\Institution
      1
      App\Models\Topic
      1
      App\Models\Subject
      1
      App\Models\Course
      1
        _token
        Fr4vSDrvAPdd6pig4uC5kBTz6Ai2yRfXI3vPKTcr
        locale
        en
        _previous
        array:1 [ "url" => "https://www.corspedia.com/en/courses/tensorflow-for-cnns:-data-augmentation" ]
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /en/courses/tensorflow-for-cnns:-data-augmentation
        status_code
        200
        
        status_text
        OK
        format
        html
        content_type
        text/html; charset=UTF-8
        request_query
        []
        
        request_request
        []
        
        request_headers
        0 of 0
        array:24 [ "sec-ch-ua-mobile" => array:1 [ 0 => "?0" ] "sec-ch-ua" => array:1 [ 0 => ""HeadlessChrome";v="129", "Not=A?Brand";v="8", "Chromium";v="129"" ] "cache-control" => array:1 [ 0 => "no-cache" ] "pragma" => array:1 [ 0 => "no-cache" ] "upgrade-insecure-requests" => array:1 [ 0 => "1" ] "priority" => array:1 [ 0 => "u=0, i" ] "user-agent" => array:1 [ 0 => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" ] "cf-ipcountry" => array:1 [ 0 => "US" ] "cf-connecting-ip" => array:1 [ 0 => "18.222.140.52" ] "accept" => array:1 [ 0 => "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" ] "sec-fetch-site" => array:1 [ 0 => "none" ] "cf-visitor" => array:1 [ 0 => "{"scheme":"https"}" ] "sec-fetch-mode" => array:1 [ 0 => "navigate" ] "sec-fetch-user" => array:1 [ 0 => "?1" ] "x-forwarded-proto" => array:1 [ 0 => "https" ] "cdn-loop" => array:1 [ 0 => "cloudflare; loops=1" ] "accept-encoding" => array:1 [ 0 => "gzip, br" ] "sec-fetch-dest" => array:1 [ 0 => "document" ] "sec-ch-ua-platform" => array:1 [ 0 => ""Windows"" ] "x-forwarded-for" => array:1 [ 0 => "18.222.140.52" ] "cf-ray" => array:1 [ 0 => "92f44f021ee0fa25-ORD" ] "host" => array:1 [ 0 => "www.corspedia.com" ] "content-length" => array:1 [ 0 => "" ] "content-type" => array:1 [ 0 => "" ] ]
        request_server
        0 of 0
        array:50 [ "USER" => "www-data" "HOME" => "/var/www" "HTTP_SEC_CH_UA_MOBILE" => "?0" "HTTP_SEC_CH_UA" => ""HeadlessChrome";v="129", "Not=A?Brand";v="8", "Chromium";v="129"" "HTTP_CACHE_CONTROL" => "no-cache" "HTTP_PRAGMA" => "no-cache" "HTTP_UPGRADE_INSECURE_REQUESTS" => "1" "HTTP_PRIORITY" => "u=0, i" "HTTP_USER_AGENT" => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" "HTTP_CF_IPCOUNTRY" => "US" "HTTP_CF_CONNECTING_IP" => "18.222.140.52" "HTTP_ACCEPT" => "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" "HTTP_SEC_FETCH_SITE" => "none" "HTTP_CF_VISITOR" => "{"scheme":"https"}" "HTTP_SEC_FETCH_MODE" => "navigate" "HTTP_SEC_FETCH_USER" => "?1" "HTTP_X_FORWARDED_PROTO" => "https" "HTTP_CDN_LOOP" => "cloudflare; loops=1" "HTTP_ACCEPT_ENCODING" => "gzip, br" "HTTP_SEC_FETCH_DEST" => "document" "HTTP_SEC_CH_UA_PLATFORM" => ""Windows"" "HTTP_X_FORWARDED_FOR" => "18.222.140.52" "HTTP_CF_RAY" => "92f44f021ee0fa25-ORD" "HTTP_HOST" => "www.corspedia.com" "REDIRECT_STATUS" => "200" "SERVER_NAME" => "corspedia.com" "SERVER_PORT" => "443" "SERVER_ADDR" => "141.95.147.152" "REMOTE_USER" => "" "REMOTE_PORT" => "34674" "REMOTE_ADDR" => "172.70.131.202" "SERVER_SOFTWARE" => "nginx/1.18.0" "GATEWAY_INTERFACE" => "CGI/1.1" "HTTPS" => "on" "REQUEST_SCHEME" => "https" "SERVER_PROTOCOL" => "HTTP/2.0" "DOCUMENT_ROOT" => "/var/www/corspedia/public" "DOCUMENT_URI" => "/index.php" "REQUEST_URI" => "/en/courses/tensorflow-for-cnns:-data-augmentation" "SCRIPT_NAME" => "/index.php" "CONTENT_LENGTH" => "" "CONTENT_TYPE" => "" "REQUEST_METHOD" => "GET" "QUERY_STRING" => "" "SCRIPT_FILENAME" => "/var/www/corspedia/public/index.php" "PATH_INFO" => "" "FCGI_ROLE" => "RESPONDER" "PHP_SELF" => "/index.php" "REQUEST_TIME_FLOAT" => 1744477527.6281 "REQUEST_TIME" => 1744477527 ]
        request_cookies
        []
        
        response_headers
        0 of 0
        array:5 [ "content-type" => array:1 [ 0 => "text/html; charset=UTF-8" ] "cache-control" => array:1 [ 0 => "no-cache, private" ] "date" => array:1 [ 0 => "Sat, 12 Apr 2025 17:05:27 GMT" ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6ImZ3NzZEeWdyQjdpbCtTRGVDb3pRTnc9PSIsInZhbHVlIjoibVI2STFwR01vaFRhT3MySjk1cFR1bGhHYXpsZy9WaktNQ2tqS3NCcWdudkorc2tOdGV2WnhWeEJodG5aUXJzcmh0N3RFZkU4S3NMYnlpWEJKWVorMWRNbm5NQyt4S3JUUjhCV2dlK2MxN0lqMk5ScnZqMDBWM2FmMURSdWlxaUQiLCJtYWMiOiJjY2JkNWVjYmQzYjU0NWRiNDY2MmFmMjkwNzAwODI3MjM2NDhkNWZlNWU2MTExOTI4M2Q3ZTU5MGE3NDE5OWU4IiwidGFnIjoiIn0%3D; expires=Sat, 12 Apr 2025 19:05:27 GMT; Max-Age=7200; path=/; samesite=laxXSRF-TOKEN=eyJpdiI6ImZ3NzZEeWdyQjdpbCtTRGVDb3pRTnc9PSIsInZhbHVlIjoibVI2STFwR01vaFRhT3MySjk1cFR1bGhHYXpsZy9WaktNQ2tqS3NCcWdudkorc2tOdGV2WnhWeEJodG5aUXJzcmh0N3RFZ" 1 => "laravel_session=eyJpdiI6ImVvV29yTHJpZ3o3a2VEMG1jVFJzUkE9PSIsInZhbHVlIjoienJRS2pSMzhEMUxqUUZmbHQwNVVLcG03QVU3ZU9qMXpDWXNRMk1MN0wxWE1VMkpJRkdrWUdLL3lheUtWcFh5ZldSejQ0Z0kxb01Td0lXWm8wdnRNL1hseHJUcE85ejZMR0dlL2x5WDlUNDVWN3Q3bUNzb3Vwb3d6MHlnZjY5WkoiLCJtYWMiOiI2ODYyZDYwM2IwNDcyMTQ4NTAxYzZlMTdmYTM1Y2Q5YjFjZmY5ZGI0N2YwMjNiMGIwZjQyMGM4OTY1ODMzODlmIiwidGFnIjoiIn0%3D; expires=Sat, 12 Apr 2025 19:05:27 GMT; Max-Age=7200; path=/; httponly; samesite=laxlaravel_session=eyJpdiI6ImVvV29yTHJpZ3o3a2VEMG1jVFJzUkE9PSIsInZhbHVlIjoienJRS2pSMzhEMUxqUUZmbHQwNVVLcG03QVU3ZU9qMXpDWXNRMk1MN0wxWE1VMkpJRkdrWUdLL3lheUtWcFh5ZldS" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6ImZ3NzZEeWdyQjdpbCtTRGVDb3pRTnc9PSIsInZhbHVlIjoibVI2STFwR01vaFRhT3MySjk1cFR1bGhHYXpsZy9WaktNQ2tqS3NCcWdudkorc2tOdGV2WnhWeEJodG5aUXJzcmh0N3RFZkU4S3NMYnlpWEJKWVorMWRNbm5NQyt4S3JUUjhCV2dlK2MxN0lqMk5ScnZqMDBWM2FmMURSdWlxaUQiLCJtYWMiOiJjY2JkNWVjYmQzYjU0NWRiNDY2MmFmMjkwNzAwODI3MjM2NDhkNWZlNWU2MTExOTI4M2Q3ZTU5MGE3NDE5OWU4IiwidGFnIjoiIn0%3D; expires=Sat, 12-Apr-2025 19:05:27 GMT; path=/XSRF-TOKEN=eyJpdiI6ImZ3NzZEeWdyQjdpbCtTRGVDb3pRTnc9PSIsInZhbHVlIjoibVI2STFwR01vaFRhT3MySjk1cFR1bGhHYXpsZy9WaktNQ2tqS3NCcWdudkorc2tOdGV2WnhWeEJodG5aUXJzcmh0N3RFZ" 1 => "laravel_session=eyJpdiI6ImVvV29yTHJpZ3o3a2VEMG1jVFJzUkE9PSIsInZhbHVlIjoienJRS2pSMzhEMUxqUUZmbHQwNVVLcG03QVU3ZU9qMXpDWXNRMk1MN0wxWE1VMkpJRkdrWUdLL3lheUtWcFh5ZldSejQ0Z0kxb01Td0lXWm8wdnRNL1hseHJUcE85ejZMR0dlL2x5WDlUNDVWN3Q3bUNzb3Vwb3d6MHlnZjY5WkoiLCJtYWMiOiI2ODYyZDYwM2IwNDcyMTQ4NTAxYzZlMTdmYTM1Y2Q5YjFjZmY5ZGI0N2YwMjNiMGIwZjQyMGM4OTY1ODMzODlmIiwidGFnIjoiIn0%3D; expires=Sat, 12-Apr-2025 19:05:27 GMT; path=/; httponlylaravel_session=eyJpdiI6ImVvV29yTHJpZ3o3a2VEMG1jVFJzUkE9PSIsInZhbHVlIjoienJRS2pSMzhEMUxqUUZmbHQwNVVLcG03QVU3ZU9qMXpDWXNRMk1MN0wxWE1VMkpJRkdrWUdLL3lheUtWcFh5ZldS" ] ]
        session_attributes
        0 of 0
        array:5 [ "_token" => "Fr4vSDrvAPdd6pig4uC5kBTz6Ai2yRfXI3vPKTcr" "locale" => "en" "_previous" => array:1 [ "url" => "https://www.corspedia.com/en/courses/tensorflow-for-cnns:-data-augmentation" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]